Yusei Ito

Rethinking the role of frames for SE(3)-invariant crystal structure modeling

Crystal structure modeling with graph neural networks is essential for various applications in materials informatics, and capturing SE(3)-invariant geometric features is a fundamental requirement for these networks. A straightforward approach is to model with orientation-standardized structures thro…